Overview
Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 9360 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 402 |
| Duplicate rows (%) | 4.3% |
| Total size in memory | 1023.8 KiB |
| Average record size in memory | 112.0 B |
Variable types
| Text | 5 |
|---|---|
| Categorical | 5 |
| Numeric | 2 |
| DateTime | 1 |
| Dataset has 402 (4.3%) duplicate rows | Duplicates |
Type is highly imbalanced (63.8%) | Imbalance |
Content Rating is highly imbalanced (59.8%) | Imbalance |
Reproduction
| Analysis started | 2026-02-01 09:18:48.258289 |
|---|---|
| Analysis finished | 2026-02-01 09:29:54.798824 |
| Duration | 11 minutes and 6.54 seconds |
| Software version | ydata-profiling vv4.18.1 |
| Download configuration | config.json |
Variables
App
Text
| Distinct | 8190 |
|---|---|
| Distinct (%) | 87.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 146.2 KiB |
Length
| Max length | 194 |
|---|---|
| Median length | 74 |
| Mean length | 23.197756 |
| Min length | 1 |
Unique
| Unique | 7401 ? |
|---|---|
| Unique (%) | 79.1% |
Sample
| 1st row | Photo Editor & Candy Camera & Grid & ScrapBook |
|---|---|
| 2nd row | Coloring book moana |
| 3rd row | U Launcher Lite – FREE Live Cool Themes, Hide Apps |
| 4th row | Sketch - Draw & Paint |
| 5th row | Pixel Draw - Number Art Coloring Book |
| Value | Count | Frequency (%) |
| 2656 | 7.0% | |
| for | 511 | 1.4% |
| free | 500 | 1.3% |
| app | 300 | 0.8% |
| and | 248 | 0.7% |
| the | 247 | 0.7% |
| mobile | 197 | 0.5% |
| news | 185 | 0.5% |
| live | 182 | 0.5% |
| video | 180 | 0.5% |
| Other values (8308) | 32476 |
Most occurring characters
| Value | Count | Frequency (%) |
| 28322 | 13.0% | |
| e | 17490 | 8.1% |
| a | 13260 | 6.1% |
| o | 12379 | 5.7% |
| r | 11978 | 5.5% |
| i | 10797 | 5.0% |
| t | 9371 | 4.3% |
| n | 8777 | 4.0% |
| s | 7812 | 3.6% |
| l | 7650 | 3.5% |
| Other values (379) | 89295 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 217131 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 28322 | 13.0% | |
| e | 17490 | 8.1% |
| a | 13260 | 6.1% |
| o | 12379 | 5.7% |
| r | 11978 | 5.5% |
| i | 10797 | 5.0% |
| t | 9371 | 4.3% |
| n | 8777 | 4.0% |
| s | 7812 | 3.6% |
| l | 7650 | 3.5% |
| Other values (379) | 89295 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 217131 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 28322 | 13.0% | |
| e | 17490 | 8.1% |
| a | 13260 | 6.1% |
| o | 12379 | 5.7% |
| r | 11978 | 5.5% |
| i | 10797 | 5.0% |
| t | 9371 | 4.3% |
| n | 8777 | 4.0% |
| s | 7812 | 3.6% |
| l | 7650 | 3.5% |
| Other values (379) | 89295 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 217131 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 28322 | 13.0% | |
| e | 17490 | 8.1% |
| a | 13260 | 6.1% |
| o | 12379 | 5.7% |
| r | 11978 | 5.5% |
| i | 10797 | 5.0% |
| t | 9371 | 4.3% |
| n | 8777 | 4.0% |
| s | 7812 | 3.6% |
| l | 7650 | 3.5% |
| Other values (379) | 89295 |
Category
Categorical
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 146.2 KiB |
| FAMILY | |
|---|---|
| GAME | |
| TOOLS | |
| PRODUCTIVITY | 351 |
| MEDICAL | 350 |
| Other values (28) |
Length
| Max length | 19 |
|---|---|
| Median length | 16 |
| Mean length | 8.9383547 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ART_AND_DESIGN |
|---|---|
| 2nd row | ART_AND_DESIGN |
| 3rd row | ART_AND_DESIGN |
| 4th row | ART_AND_DESIGN |
| 5th row | ART_AND_DESIGN |
Common Values
| Value | Count | Frequency (%) |
| FAMILY | 1746 | |
| GAME | 1097 | 11.7% |
| TOOLS | 733 | 7.8% |
| PRODUCTIVITY | 351 | 3.8% |
| MEDICAL | 350 | 3.7% |
| COMMUNICATION | 328 | 3.5% |
| FINANCE | 323 | 3.5% |
| SPORTS | 319 | 3.4% |
| PHOTOGRAPHY | 317 | 3.4% |
| LIFESTYLE | 314 | 3.4% |
| Other values (23) | 3482 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| family | 1746 | |
| game | 1097 | 11.7% |
| tools | 733 | 7.8% |
| productivity | 351 | 3.8% |
| medical | 350 | 3.7% |
| communication | 328 | 3.5% |
| finance | 323 | 3.5% |
| sports | 319 | 3.4% |
| photography | 317 | 3.4% |
| lifestyle | 314 | 3.4% |
| Other values (23) | 3482 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 9096 | 10.9% |
| I | 7431 | 8.9% |
| E | 6752 | 8.1% |
| N | 6209 | 7.4% |
| O | 6133 | 7.3% |
| S | 5302 | 6.3% |
| L | 5300 | 6.3% |
| T | 5112 | 6.1% |
| M | 4553 | 5.4% |
| _ | 3042 | 3.6% |
| Other values (14) | 24733 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 83663 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 9096 | 10.9% |
| I | 7431 | 8.9% |
| E | 6752 | 8.1% |
| N | 6209 | 7.4% |
| O | 6133 | 7.3% |
| S | 5302 | 6.3% |
| L | 5300 | 6.3% |
| T | 5112 | 6.1% |
| M | 4553 | 5.4% |
| _ | 3042 | 3.6% |
| Other values (14) | 24733 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 83663 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 9096 | 10.9% |
| I | 7431 | 8.9% |
| E | 6752 | 8.1% |
| N | 6209 | 7.4% |
| O | 6133 | 7.3% |
| S | 5302 | 6.3% |
| L | 5300 | 6.3% |
| T | 5112 | 6.1% |
| M | 4553 | 5.4% |
| _ | 3042 | 3.6% |
| Other values (14) | 24733 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 83663 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 9096 | 10.9% |
| I | 7431 | 8.9% |
| E | 6752 | 8.1% |
| N | 6209 | 7.4% |
| O | 6133 | 7.3% |
| S | 5302 | 6.3% |
| L | 5300 | 6.3% |
| T | 5112 | 6.1% |
| M | 4553 | 5.4% |
| _ | 3042 | 3.6% |
| Other values (14) | 24733 |
Rating
Real number (ℝ)
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1918376 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 146.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.2 |
| Q1 | 4 |
| median | 4.3 |
| Q3 | 4.5 |
| 95-th percentile | 4.8 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.51526297 |
|---|---|
| Coefficient of variation (CV) | 0.12292055 |
| Kurtosis | 5.789216 |
| Mean | 4.1918376 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -1.8501346 |
| Sum | 39235.6 |
| Variance | 0.26549593 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 4.4 | 1108 | |
| 4.3 | 1076 | |
| 4.5 | 1037 | |
| 4.2 | 951 | |
| 4.6 | 823 | |
| 4.1 | 707 | 7.6% |
| 4 | 567 | 6.1% |
| 4.7 | 499 | 5.3% |
| 3.9 | 386 | 4.1% |
| 3.8 | 303 | 3.2% |
| Other values (29) | 1903 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 1.2 | 1 | < 0.1% |
| 1.4 | 3 | < 0.1% |
| 1.5 | 3 | < 0.1% |
| 1.6 | 4 | < 0.1% |
| 1.7 | 8 | |
| 1.8 | 8 | |
| 1.9 | 13 | |
| 2 | 12 | |
| 2.1 | 8 |
| Value | Count | Frequency (%) |
| 5 | 274 | 2.9% |
| 4.9 | 87 | 0.9% |
| 4.8 | 234 | 2.5% |
| 4.7 | 499 | |
| 4.6 | 823 | |
| 4.5 | 1037 | |
| 4.4 | 1108 | |
| 4.3 | 1076 | |
| 4.2 | 951 | |
| 4.1 | 707 |
Reviews
Real number (ℝ)
| Distinct | 5990 |
|---|---|
| Distinct (%) | 64.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 514376.71 |
| Minimum | 1 |
|---|---|
| Maximum | 78158306 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 146.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 186.75 |
| median | 5955 |
| Q3 | 81627.5 |
| 95-th percentile | 1859109.3 |
| Maximum | 78158306 |
| Range | 78158305 |
| Interquartile range (IQR) | 81440.75 |
Descriptive statistics
| Standard deviation | 3145023.3 |
|---|---|
| Coefficient of variation (CV) | 6.1142412 |
| Kurtosis | 294.9104 |
| Mean | 514376.71 |
| Median Absolute Deviation (MAD) | 5947 |
| Skewness | 15.303031 |
| Sum | 4.814566 × 109 |
| Variance | 9.8911713 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 83 | 0.9% |
| 3 | 78 | 0.8% |
| 4 | 74 | 0.8% |
| 5 | 74 | 0.8% |
| 1 | 67 | 0.7% |
| 7 | 62 | 0.7% |
| 6 | 62 | 0.7% |
| 8 | 57 | 0.6% |
| 12 | 53 | 0.6% |
| 10 | 46 | 0.5% |
| Other values (5980) | 8704 |
| Value | Count | Frequency (%) |
| 1 | 67 | |
| 2 | 83 | |
| 3 | 78 | |
| 4 | 74 | |
| 5 | 74 | |
| 6 | 62 | |
| 7 | 62 | |
| 8 | 57 | |
| 9 | 39 | |
| 10 | 46 |
| Value | Count | Frequency (%) |
| 78158306 | 1 | |
| 78128208 | 1 | |
| 69119316 | 2 | |
| 69109672 | 1 | |
| 66577446 | 1 | |
| 66577313 | 2 | |
| 66509917 | 1 | |
| 56646578 | 1 | |
| 56642847 | 2 | |
| 44893888 | 1 |
Size
Text
| Distinct | 413 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 146.2 KiB |
Length
| Max length | 18 |
|---|---|
| Median length | 5 |
| Mean length | 5.957906 |
| Min length | 3 |
Unique
| Unique | 207 ? |
|---|---|
| Unique (%) | 2.2% |
Sample
| 1st row | 19M |
|---|---|
| 2nd row | 14M |
| 3rd row | 8.7M |
| 4th row | 25M |
| 5th row | 2.8M |
| Value | Count | Frequency (%) |
| with | 1637 | 13.0% |
| varies | 1637 | 13.0% |
| device | 1637 | 13.0% |
| 14m | 165 | 1.3% |
| 12m | 161 | 1.3% |
| 11m | 159 | 1.3% |
| 15m | 159 | 1.3% |
| 13m | 157 | 1.2% |
| 25m | 137 | 1.1% |
| 17m | 131 | 1.0% |
| Other values (405) | 6654 |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 7466 | 13.4% |
| e | 4911 | 8.8% |
| i | 4911 | 8.8% |
| 3274 | 5.9% | |
| . | 2895 | 5.2% |
| 1 | 2542 | 4.6% |
| 2 | 2305 | 4.1% |
| 3 | 1992 | 3.6% |
| 4 | 1688 | 3.0% |
| V | 1637 | 2.9% |
| Other values (16) | 22145 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 55766 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 7466 | 13.4% |
| e | 4911 | 8.8% |
| i | 4911 | 8.8% |
| 3274 | 5.9% | |
| . | 2895 | 5.2% |
| 1 | 2542 | 4.6% |
| 2 | 2305 | 4.1% |
| 3 | 1992 | 3.6% |
| 4 | 1688 | 3.0% |
| V | 1637 | 2.9% |
| Other values (16) | 22145 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 55766 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 7466 | 13.4% |
| e | 4911 | 8.8% |
| i | 4911 | 8.8% |
| 3274 | 5.9% | |
| . | 2895 | 5.2% |
| 1 | 2542 | 4.6% |
| 2 | 2305 | 4.1% |
| 3 | 1992 | 3.6% |
| 4 | 1688 | 3.0% |
| V | 1637 | 2.9% |
| Other values (16) | 22145 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 55766 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 7466 | 13.4% |
| e | 4911 | 8.8% |
| i | 4911 | 8.8% |
| 3274 | 5.9% | |
| . | 2895 | 5.2% |
| 1 | 2542 | 4.6% |
| 2 | 2305 | 4.1% |
| 3 | 1992 | 3.6% |
| 4 | 1688 | 3.0% |
| V | 1637 | 2.9% |
| Other values (16) | 22145 |
Installs
Categorical
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 146.2 KiB |
| 1,000,000+ | |
|---|---|
| 10,000,000+ | |
| 100,000+ | |
| 10,000+ | |
| 5,000,000+ | |
| Other values (14) |
Length
| Max length | 14 |
|---|---|
| Median length | 11 |
| Mean length | 8.5398504 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10,000+ |
|---|---|
| 2nd row | 500,000+ |
| 3rd row | 5,000,000+ |
| 4th row | 50,000,000+ |
| 5th row | 100,000+ |
Common Values
| Value | Count | Frequency (%) |
| 1,000,000+ | 1576 | |
| 10,000,000+ | 1252 | |
| 100,000+ | 1150 | |
| 10,000+ | 1009 | |
| 5,000,000+ | 752 | |
| 1,000+ | 712 | |
| 500,000+ | 537 | 5.7% |
| 50,000+ | 466 | 5.0% |
| 5,000+ | 431 | 4.6% |
| 100,000,000+ | 409 | 4.4% |
| Other values (9) | 1066 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1,000,000 | 1576 | |
| 10,000,000 | 1252 | |
| 100,000 | 1150 | |
| 10,000 | 1009 | |
| 5,000,000 | 752 | |
| 1,000 | 712 | |
| 500,000 | 537 | 5.7% |
| 50,000 | 466 | 5.0% |
| 5,000 | 431 | 4.6% |
| 100,000,000 | 409 | 4.4% |
| Other values (9) | 1066 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 48034 | |
| , | 13179 | 16.5% |
| + | 9360 | 11.7% |
| 1 | 6547 | 8.2% |
| 5 | 2813 | 3.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 79933 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 48034 | |
| , | 13179 | 16.5% |
| + | 9360 | 11.7% |
| 1 | 6547 | 8.2% |
| 5 | 2813 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 79933 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 48034 | |
| , | 13179 | 16.5% |
| + | 9360 | 11.7% |
| 1 | 6547 | 8.2% |
| 5 | 2813 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 79933 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 48034 | |
| , | 13179 | 16.5% |
| + | 9360 | 11.7% |
| 1 | 6547 | 8.2% |
| 5 | 2813 | 3.5% |
Type
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 146.2 KiB |
| Free | |
|---|---|
| Paid | 645 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Free |
|---|---|
| 2nd row | Free |
| 3rd row | Free |
| 4th row | Free |
| 5th row | Free |
Common Values
| Value | Count | Frequency (%) |
| Free | 8715 | |
| Paid | 645 | 6.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| free | 8715 | |
| paid | 645 | 6.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 17430 | |
| F | 8715 | |
| r | 8715 | |
| P | 645 | 1.7% |
| a | 645 | 1.7% |
| i | 645 | 1.7% |
| d | 645 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 37440 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 17430 | |
| F | 8715 | |
| r | 8715 | |
| P | 645 | 1.7% |
| a | 645 | 1.7% |
| i | 645 | 1.7% |
| d | 645 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 37440 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 17430 | |
| F | 8715 | |
| r | 8715 | |
| P | 645 | 1.7% |
| a | 645 | 1.7% |
| i | 645 | 1.7% |
| d | 645 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 37440 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 17430 | |
| F | 8715 | |
| r | 8715 | |
| P | 645 | 1.7% |
| a | 645 | 1.7% |
| i | 645 | 1.7% |
| d | 645 | 1.7% |
Price
Text
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 146.2 KiB |
Length
| Max length | 7 |
|---|---|
| Median length | 1 |
| Mean length | 1.2850427 |
| Min length | 1 |
Unique
| Unique | 39 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Value | Count | Frequency (%) |
| 0 | 8715 | |
| 2.99 | 114 | 1.2% |
| 0.99 | 106 | 1.1% |
| 4.99 | 70 | 0.7% |
| 1.99 | 59 | 0.6% |
| 3.99 | 58 | 0.6% |
| 1.49 | 30 | 0.3% |
| 2.49 | 21 | 0.2% |
| 5.99 | 18 | 0.2% |
| 9.99 | 16 | 0.2% |
| Other values (63) | 153 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8860 | |
| 9 | 1206 | 10.0% |
| . | 645 | 5.4% |
| $ | 645 | 5.4% |
| 4 | 179 | 1.5% |
| 2 | 163 | 1.4% |
| 1 | 148 | 1.2% |
| 3 | 93 | 0.8% |
| 5 | 33 | 0.3% |
| 6 | 22 | 0.2% |
| Other values (2) | 34 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12028 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8860 | |
| 9 | 1206 | 10.0% |
| . | 645 | 5.4% |
| $ | 645 | 5.4% |
| 4 | 179 | 1.5% |
| 2 | 163 | 1.4% |
| 1 | 148 | 1.2% |
| 3 | 93 | 0.8% |
| 5 | 33 | 0.3% |
| 6 | 22 | 0.2% |
| Other values (2) | 34 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12028 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8860 | |
| 9 | 1206 | 10.0% |
| . | 645 | 5.4% |
| $ | 645 | 5.4% |
| 4 | 179 | 1.5% |
| 2 | 163 | 1.4% |
| 1 | 148 | 1.2% |
| 3 | 93 | 0.8% |
| 5 | 33 | 0.3% |
| 6 | 22 | 0.2% |
| Other values (2) | 34 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12028 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8860 | |
| 9 | 1206 | 10.0% |
| . | 645 | 5.4% |
| $ | 645 | 5.4% |
| 4 | 179 | 1.5% |
| 2 | 163 | 1.4% |
| 1 | 148 | 1.2% |
| 3 | 93 | 0.8% |
| 5 | 33 | 0.3% |
| 6 | 22 | 0.2% |
| Other values (2) | 34 | 0.3% |
Content Rating
Categorical
Imbalance
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 146.2 KiB |
| Everyone | |
|---|---|
| Teen | |
| Mature 17+ | 461 |
| Everyone 10+ | 397 |
| Adults only 18+ | 3 |
Length
| Max length | 15 |
|---|---|
| Median length | 8 |
| Mean length | 7.8070513 |
| Min length | 4 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Everyone |
|---|---|
| 2nd row | Everyone |
| 3rd row | Everyone |
| 4th row | Teen |
| 5th row | Everyone |
Common Values
| Value | Count | Frequency (%) |
| Everyone | 7414 | |
| Teen | 1084 | 11.6% |
| Mature 17+ | 461 | 4.9% |
| Everyone 10+ | 397 | 4.2% |
| Adults only 18+ | 3 | < 0.1% |
| Unrated | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| everyone | 7811 | |
| teen | 1084 | 10.6% |
| mature | 461 | 4.5% |
| 17 | 461 | 4.5% |
| 10 | 397 | 3.9% |
| adults | 3 | < 0.1% |
| only | 3 | < 0.1% |
| 18 | 3 | < 0.1% |
| unrated | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 18252 | |
| n | 8899 | |
| r | 8273 | |
| y | 7814 | |
| o | 7814 | |
| v | 7811 | |
| E | 7811 | |
| T | 1084 | 1.5% |
| 864 | 1.2% | |
| 1 | 861 | 1.2% |
| Other values (13) | 3591 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73074 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 18252 | |
| n | 8899 | |
| r | 8273 | |
| y | 7814 | |
| o | 7814 | |
| v | 7811 | |
| E | 7811 | |
| T | 1084 | 1.5% |
| 864 | 1.2% | |
| 1 | 861 | 1.2% |
| Other values (13) | 3591 | 4.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73074 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 18252 | |
| n | 8899 | |
| r | 8273 | |
| y | 7814 | |
| o | 7814 | |
| v | 7811 | |
| E | 7811 | |
| T | 1084 | 1.5% |
| 864 | 1.2% | |
| 1 | 861 | 1.2% |
| Other values (13) | 3591 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73074 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 18252 | |
| n | 8899 | |
| r | 8273 | |
| y | 7814 | |
| o | 7814 | |
| v | 7811 | |
| E | 7811 | |
| T | 1084 | 1.5% |
| 864 | 1.2% | |
| 1 | 861 | 1.2% |
| Other values (13) | 3591 | 4.9% |
Genres
Text
| Distinct | 115 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 146.2 KiB |
Length
| Max length | 37 |
|---|---|
| Median length | 32 |
| Mean length | 10.461432 |
| Min length | 4 |
Unique
| Unique | 20 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Art & Design |
|---|---|
| 2nd row | Art & Design;Pretend Play |
| 3rd row | Art & Design |
| 4th row | Art & Design |
| 5th row | Art & Design;Creativity |
| Value | Count | Frequency (%) |
| 1794 | 13.4% | |
| tools | 732 | 5.5% |
| entertainment | 533 | 4.0% |
| education | 468 | 3.5% |
| action | 358 | 2.7% |
| productivity | 351 | 2.6% |
| medical | 350 | 2.6% |
| sports | 333 | 2.5% |
| communication | 328 | 2.4% |
| finance | 323 | 2.4% |
| Other values (121) | 7818 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 8426 | 8.6% |
| o | 7955 | 8.1% |
| n | 7696 | 7.9% |
| a | 7568 | 7.7% |
| t | 7566 | 7.7% |
| e | 7559 | 7.7% |
| s | 5120 | 5.2% |
| 4028 | 4.1% | |
| l | 4007 | 4.1% |
| r | 3964 | 4.0% |
| Other values (33) | 34030 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 97919 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 8426 | 8.6% |
| o | 7955 | 8.1% |
| n | 7696 | 7.9% |
| a | 7568 | 7.7% |
| t | 7566 | 7.7% |
| e | 7559 | 7.7% |
| s | 5120 | 5.2% |
| 4028 | 4.1% | |
| l | 4007 | 4.1% |
| r | 3964 | 4.0% |
| Other values (33) | 34030 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 97919 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 8426 | 8.6% |
| o | 7955 | 8.1% |
| n | 7696 | 7.9% |
| a | 7568 | 7.7% |
| t | 7566 | 7.7% |
| e | 7559 | 7.7% |
| s | 5120 | 5.2% |
| 4028 | 4.1% | |
| l | 4007 | 4.1% |
| r | 3964 | 4.0% |
| Other values (33) | 34030 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 97919 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 8426 | 8.6% |
| o | 7955 | 8.1% |
| n | 7696 | 7.9% |
| a | 7568 | 7.7% |
| t | 7566 | 7.7% |
| e | 7559 | 7.7% |
| s | 5120 | 5.2% |
| 4028 | 4.1% | |
| l | 4007 | 4.1% |
| r | 3964 | 4.0% |
| Other values (33) | 34030 |
Last Updated
Date
| Distinct | 1299 |
|---|---|
| Distinct (%) | 13.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 146.2 KiB |
| Minimum | 2010-05-21 00:00:00 |
|---|---|
| Maximum | 2018-08-08 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Current Ver
Text
| Distinct | 2638 |
|---|---|
| Distinct (%) | 28.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 146.2 KiB |
Length
| Max length | 50 |
|---|---|
| Median length | 47 |
| Mean length | 7.1592949 |
| Min length | 1 |
Unique
| Unique | 1684 ? |
|---|---|
| Unique (%) | 18.0% |
Sample
| 1st row | 1.0.0 |
|---|---|
| 2nd row | 2.0.0 |
| 3rd row | 1.2.4 |
| 4th row | Varies with device |
| 5th row | 1.1 |
| Value | Count | Frequency (%) |
| varies | 1415 | 11.5% |
| with | 1415 | 11.5% |
| device | 1415 | 11.5% |
| 1.0 | 459 | 3.7% |
| 1.1 | 195 | 1.6% |
| 1.2 | 126 | 1.0% |
| 1.3 | 121 | 1.0% |
| 2.0 | 119 | 1.0% |
| 1.0.1 | 80 | 0.7% |
| 1.4 | 77 | 0.6% |
| Other values (2672) | 6878 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 13433 | |
| 1 | 7449 | 11.1% |
| 0 | 4575 | 6.8% |
| e | 4349 | 6.5% |
| i | 4303 | 6.4% |
| 2 | 3872 | 5.8% |
| 2940 | 4.4% | |
| 3 | 2473 | 3.7% |
| 4 | 1999 | 3.0% |
| 5 | 1614 | 2.4% |
| Other values (65) | 20004 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 67011 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 13433 | |
| 1 | 7449 | 11.1% |
| 0 | 4575 | 6.8% |
| e | 4349 | 6.5% |
| i | 4303 | 6.4% |
| 2 | 3872 | 5.8% |
| 2940 | 4.4% | |
| 3 | 2473 | 3.7% |
| 4 | 1999 | 3.0% |
| 5 | 1614 | 2.4% |
| Other values (65) | 20004 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 67011 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 13433 | |
| 1 | 7449 | 11.1% |
| 0 | 4575 | 6.8% |
| e | 4349 | 6.5% |
| i | 4303 | 6.4% |
| 2 | 3872 | 5.8% |
| 2940 | 4.4% | |
| 3 | 2473 | 3.7% |
| 4 | 1999 | 3.0% |
| 5 | 1614 | 2.4% |
| Other values (65) | 20004 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 67011 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 13433 | |
| 1 | 7449 | 11.1% |
| 0 | 4575 | 6.8% |
| e | 4349 | 6.5% |
| i | 4303 | 6.4% |
| 2 | 3872 | 5.8% |
| 2940 | 4.4% | |
| 3 | 2473 | 3.7% |
| 4 | 1999 | 3.0% |
| 5 | 1614 | 2.4% |
| Other values (65) | 20004 |
Android Ver
Categorical
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 146.2 KiB |
| 4.1 and up | |
|---|---|
| Varies with device | |
| 4.0.3 and up | |
| 4.0 and up | |
| 4.4 and up | |
| Other values (26) |
Length
| Max length | 18 |
|---|---|
| Median length | 10 |
| Mean length | 11.446261 |
| Min length | 9 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 4.0.3 and up |
|---|---|
| 2nd row | 4.0.3 and up |
| 3rd row | 4.0.3 and up |
| 4th row | 4.2 and up |
| 5th row | 4.4 and up |
Common Values
| Value | Count | Frequency (%) |
| 4.1 and up | 2059 | |
| Varies with device | 1319 | |
| 4.0.3 and up | 1240 | |
| 4.0 and up | 1129 | |
| 4.4 and up | 875 | |
| 2.3 and up | 582 | 6.2% |
| 5.0 and up | 535 | 5.7% |
| 4.2 and up | 337 | 3.6% |
| 2.3.3 and up | 240 | 2.6% |
| 3.0 and up | 211 | 2.3% |
| Other values (21) | 833 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| and | 8034 | |
| up | 8034 | |
| 4.1 | 2060 | 7.3% |
| varies | 1319 | 4.7% |
| with | 1319 | 4.7% |
| device | 1319 | 4.7% |
| 4.0.3 | 1242 | 4.4% |
| 4.0 | 1129 | 4.0% |
| 4.4 | 875 | 3.1% |
| 2.3 | 582 | 2.1% |
| Other values (22) | 2167 | 7.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 18720 | ||
| . | 9541 | |
| d | 9353 | |
| a | 9353 | |
| p | 8034 | 7.5% |
| u | 8034 | 7.5% |
| n | 8034 | 7.5% |
| 4 | 6737 | 6.3% |
| i | 3957 | 3.7% |
| e | 3957 | 3.7% |
| Other values (18) | 21417 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 107137 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 18720 | ||
| . | 9541 | |
| d | 9353 | |
| a | 9353 | |
| p | 8034 | 7.5% |
| u | 8034 | 7.5% |
| n | 8034 | 7.5% |
| 4 | 6737 | 6.3% |
| i | 3957 | 3.7% |
| e | 3957 | 3.7% |
| Other values (18) | 21417 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 107137 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 18720 | ||
| . | 9541 | |
| d | 9353 | |
| a | 9353 | |
| p | 8034 | 7.5% |
| u | 8034 | 7.5% |
| n | 8034 | 7.5% |
| 4 | 6737 | 6.3% |
| i | 3957 | 3.7% |
| e | 3957 | 3.7% |
| Other values (18) | 21417 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 107137 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 18720 | ||
| . | 9541 | |
| d | 9353 | |
| a | 9353 | |
| p | 8034 | 7.5% |
| u | 8034 | 7.5% |
| n | 8034 | 7.5% |
| 4 | 6737 | 6.3% |
| i | 3957 | 3.7% |
| e | 3957 | 3.7% |
| Other values (18) | 21417 |
Interactions
Correlations
| Android Ver | Category | Content Rating | Installs | Rating | Reviews | Type | |
|---|---|---|---|---|---|---|---|
| Android Ver | 1.000 | 0.100 | 0.052 | 0.105 | 0.071 | 0.000 | 0.175 |
| Category | 0.100 | 1.000 | 0.357 | 0.114 | 0.085 | 0.203 | 0.203 |
| Content Rating | 0.052 | 0.357 | 1.000 | 0.078 | 0.041 | 0.496 | 0.046 |
| Installs | 0.105 | 0.114 | 0.078 | 1.000 | 0.176 | 0.000 | 0.292 |
| Rating | 0.071 | 0.085 | 0.041 | 0.176 | 1.000 | 0.156 | 0.071 |
| Reviews | 0.000 | 0.203 | 0.496 | 0.000 | 0.156 | 1.000 | 0.000 |
| Type | 0.175 | 0.203 | 0.046 | 0.292 | 0.071 | 0.000 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| App | Category | Rating | Reviews | Size | Installs | Type | Price | Content Rating | Genres | Last Updated | Current Ver | Android Ver | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Photo Editor & Candy Camera & Grid & ScrapBook | ART_AND_DESIGN | 4.1 | 159 | 19M | 10,000+ | Free | 0 | Everyone | Art & Design | January 7, 2018 | 1.0.0 | 4.0.3 and up |
| 1 | Coloring book moana | ART_AND_DESIGN | 3.9 | 967 | 14M | 500,000+ | Free | 0 | Everyone | Art & Design;Pretend Play | January 15, 2018 | 2.0.0 | 4.0.3 and up |
| 2 | U Launcher Lite – FREE Live Cool Themes, Hide Apps | ART_AND_DESIGN | 4.7 | 87510 | 8.7M | 5,000,000+ | Free | 0 | Everyone | Art & Design | August 1, 2018 | 1.2.4 | 4.0.3 and up |
| 3 | Sketch - Draw & Paint | ART_AND_DESIGN | 4.5 | 215644 | 25M | 50,000,000+ | Free | 0 | Teen | Art & Design | June 8, 2018 | Varies with device | 4.2 and up |
| 4 | Pixel Draw - Number Art Coloring Book | ART_AND_DESIGN | 4.3 | 967 | 2.8M | 100,000+ | Free | 0 | Everyone | Art & Design;Creativity | June 20, 2018 | 1.1 | 4.4 and up |
| 5 | Paper flowers instructions | ART_AND_DESIGN | 4.4 | 167 | 5.6M | 50,000+ | Free | 0 | Everyone | Art & Design | March 26, 2017 | 1.0 | 2.3 and up |
| 6 | Smoke Effect Photo Maker - Smoke Editor | ART_AND_DESIGN | 3.8 | 178 | 19M | 50,000+ | Free | 0 | Everyone | Art & Design | April 26, 2018 | 1.1 | 4.0.3 and up |
| 7 | Infinite Painter | ART_AND_DESIGN | 4.1 | 36815 | 29M | 1,000,000+ | Free | 0 | Everyone | Art & Design | June 14, 2018 | 6.1.61.1 | 4.2 and up |
| 8 | Garden Coloring Book | ART_AND_DESIGN | 4.4 | 13791 | 33M | 1,000,000+ | Free | 0 | Everyone | Art & Design | September 20, 2017 | 2.9.2 | 3.0 and up |
| 9 | Kids Paint Free - Drawing Fun | ART_AND_DESIGN | 4.7 | 121 | 3.1M | 10,000+ | Free | 0 | Everyone | Art & Design;Creativity | July 3, 2018 | 2.8 | 4.0.3 and up |
| App | Category | Rating | Reviews | Size | Installs | Type | Price | Content Rating | Genres | Last Updated | Current Ver | Android Ver | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10828 | Manga-FR - Anime Vostfr | COMICS | 3.4 | 291 | 13M | 10,000+ | Free | 0 | Everyone | Comics | May 15, 2017 | 2.0.1 | 4.0 and up |
| 10829 | Bulgarian French Dictionary Fr | BOOKS_AND_REFERENCE | 4.6 | 603 | 7.4M | 10,000+ | Free | 0 | Everyone | Books & Reference | June 19, 2016 | 2.96 | 4.1 and up |
| 10830 | News Minecraft.fr | NEWS_AND_MAGAZINES | 3.8 | 881 | 2.3M | 100,000+ | Free | 0 | Everyone | News & Magazines | January 20, 2014 | 1.5 | 1.6 and up |
| 10832 | FR Tides | WEATHER | 3.8 | 1195 | 582k | 100,000+ | Free | 0 | Everyone | Weather | February 16, 2014 | 6.0 | 2.1 and up |
| 10833 | Chemin (fr) | BOOKS_AND_REFERENCE | 4.8 | 44 | 619k | 1,000+ | Free | 0 | Everyone | Books & Reference | March 23, 2014 | 0.8 | 2.2 and up |
| 10834 | FR Calculator | FAMILY | 4.0 | 7 | 2.6M | 500+ | Free | 0 | Everyone | Education | June 18, 2017 | 1.0.0 | 4.1 and up |
| 10836 | Sya9a Maroc - FR | FAMILY | 4.5 | 38 | 53M | 5,000+ | Free | 0 | Everyone | Education | July 25, 2017 | 1.48 | 4.1 and up |
| 10837 | Fr. Mike Schmitz Audio Teachings | FAMILY | 5.0 | 4 | 3.6M | 100+ | Free | 0 | Everyone | Education | July 6, 2018 | 1.0 | 4.1 and up |
| 10839 | The SCP Foundation DB fr nn5n | BOOKS_AND_REFERENCE | 4.5 | 114 | Varies with device | 1,000+ | Free | 0 | Mature 17+ | Books & Reference | January 19, 2015 | Varies with device | Varies with device |
| 10840 | iHoroscope - 2018 Daily Horoscope & Astrology | LIFESTYLE | 4.5 | 398307 | 19M | 10,000,000+ | Free | 0 | Everyone | Lifestyle | July 25, 2018 | Varies with device | Varies with device |
Duplicate rows
Most frequently occurring
| App | Category | Rating | Reviews | Size | Installs | Type | Price | Content Rating | Genres | Last Updated | Current Ver | Android Ver | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 57 | CBS Sports App - Scores, News, Stats & Watch Live | SPORTS | 4.3 | 91031 | Varies with device | 5,000,000+ | Free | 0 | Everyone | Sports | August 4, 2018 | Varies with device | 5.0 and up | 4 |
| 156 | Google Keep | PRODUCTIVITY | 4.4 | 691474 | Varies with device | 100,000,000+ | Free | 0 | Everyone | Productivity | August 6, 2018 | Varies with device | Varies with device | 4 |
| 249 | Nick | ENTERTAINMENT | 4.2 | 123279 | 25M | 10,000,000+ | Free | 0 | Everyone 10+ | Entertainment;Music & Video | January 24, 2018 | 2.0.8 | 4.4 and up | 4 |
| 280 | Quizlet: Learn Languages & Vocab with Flashcards | EDUCATION | 4.6 | 211856 | Varies with device | 10,000,000+ | Free | 0 | Everyone | Education | August 1, 2018 | Varies with device | Varies with device | 4 |
| 308 | Skyscanner | TRAVEL_AND_LOCAL | 4.5 | 481546 | 29M | 10,000,000+ | Free | 0 | Everyone | Travel & Local | August 6, 2018 | 5.48 | 4.4 and up | 4 |
| 364 | WatchESPN | SPORTS | 4.1 | 288809 | 6.6M | 10,000,000+ | Free | 0 | Everyone | Sports | September 27, 2017 | 2.5.1 | 4.4 and up | 4 |
| 387 | eBay: Buy & Sell this Summer - Discover Deals Now! | SHOPPING | 4.4 | 2788923 | Varies with device | 100,000,000+ | Free | 0 | Teen | Shopping | July 30, 2018 | Varies with device | Varies with device | 4 |
| 7 | A&E - Watch Full Episodes of TV Shows | ENTERTAINMENT | 4.0 | 29706 | 19M | 1,000,000+ | Free | 0 | Teen | Entertainment | July 16, 2018 | 3.1.4 | 4.4 and up | 3 |
| 14 | Adult Dirty Emojis | DATING | 2.8 | 80 | 5.5M | 10,000+ | Free | 0 | Teen | Dating | November 6, 2017 | 1.0 | 4.0.3 and up | 3 |
| 27 | BBC News | NEWS_AND_MAGAZINES | 4.3 | 296781 | Varies with device | 10,000,000+ | Free | 0 | Everyone 10+ | News & Magazines | July 24, 2018 | Varies with device | Varies with device | 3 |